{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.mixture import GaussianMixture\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import calinski_harabaz_score\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.family'] = ['Arial Unicode MS'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False #用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "data_ori = pd.read_csv('./heros.csv', encoding='gb18030')\n",
    "features = [u'最大生命', u'生命成长', u'初始生命', u'最大法力', u'法力成长',\n",
    "            u'初始法力', u'最高物攻', u'物攻成长', u'初始物攻', u'最大物防',\n",
    "            u'物防成长', u'初始物防', u'最大每5秒回血', u'每5秒回血成长', u'初始每5秒回血',\n",
    "            u'最大每5秒回蓝', u'每5秒回蓝成长', u'初始每5秒回蓝', u'最大攻速', u'攻击范围']\n",
    "data = data_ori[features]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12247f278>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a5d0f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对英雄属性之间的关系进行可视化分析\n",
    "corr = data.corr()\n",
    "plt.figure(figsize=(14, 14))\n",
    "sns.heatmap(corr, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 相关性大的属性保留一个，因此可以对属性降维\n",
    "features_remain = [u'最大生命', u'初始生命', u'最大法力', u'最高物攻', u'初始物攻',\n",
    "                   u'初始物攻', u'最大物防', u'初始物防', u'最大每5秒回血',\n",
    "                   u'最大每5秒回蓝', u'初始每5秒回蓝', u'最大攻速', u'攻击范围']\n",
    "data = data_ori[features_remain]\n",
    "data[u'最大攻速'] = data[u'最大攻速'].apply(lambda x: float(x.strip('%'))/100)\n",
    "data[u'攻击范围'] = data[u'攻击范围'].map({'远程':1, '近战':0})\n",
    "# 数据标准化\n",
    "ss = StandardScaler()\n",
    "data = ss.fit_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 2 0 0 0 0 0 0 0 2 2 1 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 1 2 1 2 0 0 1 0 0 1 1 1 1 1 1 1 1 1 0 0 0 1 0]\n"
     ]
    }
   ],
   "source": [
    "# 构造GMM聚类\n",
    "gmm = GaussianMixture(n_components=3, covariance_type='full')\n",
    "gmm.fit(data)\n",
    "prediction = gmm.predict(data)\n",
    "print(prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20.0890023738655\n"
     ]
    }
   ],
   "source": [
    "# 评估聚类结果，分数越高效果越好\n",
    "print(calinski_harabaz_score(data, prediction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
